• Set of 250 movie data from IMDB
• (https://www.kaggle.com/datasets/yehorkorzh/imdb-top-250-movies)

Numeric

• Num, Year, Released, Runtime, Metascore, imdbRating, imdbVote, imdbID

Text

• Title, Genre, Director, Writer, Actor, Plot, Language, Country, Awards, Type, DVD, BoxOffice, Production, Websites

Type Modification

• Runtime -> “123min”
• BoxOffice -> “$1,234,567”
• imdbVoting -> “1,234,567”

Data Split

• Genre -> “Drama, Action”
• Actor -> “Tim Robbins, Morgan Freeman”
• Writer -> “Mario Puzo (screenplay)”
• Language -> “English, Italian, Latin”
• Country -> “USA, UK”
• Awards -> “Won 3 Oscars. Another 23 wins & 27 nominations.”

Removed

• Released
• Plot
• imdbID
• Type
• DVD
• Website

1D Analysis

• Observe characteristics of single variable
• Present all included variables

• Mean: 1982.676, SD: 24.80921

• Mean: 126.808, SD: 29.76338

• Unique Directors: 155

##                     x freq
## 4    Alfred Hitchcock    9
## 9        Billy Wilder    7
## 14    Charles Chaplin    5
## 16  Christopher Nolan    7
## 36        Frank Capra    4
## 86    Martin Scorsese    7
## 108 Quentin Tarantino    4
## 115      Ridley Scott    4
## 134   Stanley Kubrick    8
## 136  Steven Spielberg    7

• Unique Writers: 213

##                     x freq
## 27    Charles Chaplin    5
## 158 Quentin Tarantino    4
## 185  Stanley Kubrick     6
## 187     Stephen King     4

• Mean: 80.0452, SD: 11.03034

• Mean: 8.244, SD: 0.2457347

• Mean: 431401.3, SD: 367703.3

• Mean: 158727934, SD: 169133912

• Unique Productions: 89

##                                           x freq
## 1                          20th Century Fox   15
## 9                      Buena Vista Pictures    4
## 11                        Columbia Pictures   10
## 41                                      MGM    9
## 45                            Miramax Films    7
## 46                          New Line Cinema    6
## 55                       Paramount Pictures   17
## 62                            Sony Pictures    5
## 72 Twentieth Century Fox Home Entertainment    4
## 73                           United Artists   15
## 78                       Universal Pictures   14
## 81                     Walt Disney Pictures    8
## 82                             Warner Bros.   10
## 83                    Warner Bros. Pictures   27

• Actors and Actress: 773

##                   x freq
## 10        Al Pacino    4
## 97    Carrie Fisher    4
## 101      Cary Grant    5
## 106 Charles Chaplin    4
## 120  Christian Bale    4
## 281   Harrison Ford    7

• Mean: 29.44, SD: 40.12799

• 28 movies with 75 awards or more

##                                                Title Awards imdbRating
## 1:                                   The Dark Knight    153        9.0
## 2:                                  Schindler's List     78        8.9
## 3:     The Lord of the Rings: The Return of the King    208        8.9
## 4: The Lord of the Rings: The Fellowship of the Ring    117        8.8
## 5:                                         Inception    154        8.8
## 6:             The Lord of the Rings: The Two Towers    120        8.7

• Mean: 40.308, SD: 52.18792

• 25 movies with 120 nominations or more

##                                                Title Nominations imdbRating
## 1:                                   The Dark Knight         153        9.0
## 2:     The Lord of the Rings: The Return of the King         122        8.9
## 3: The Lord of the Rings: The Fellowship of the Ring         124        8.8
## 4:                                         Inception         203        8.8
## 5:             The Lord of the Rings: The Two Towers         138        8.7
## 6:                                      Interstellar         142        8.6

• 34 movies with 75+ awards or 120+ nominations

##                                                Title Awards Nominations
## 1:                                   The Dark Knight    153         153
## 2:                                  Schindler's List     78          33
## 3:     The Lord of the Rings: The Return of the King    208         122
## 4: The Lord of the Rings: The Fellowship of the Ring    117         124
## 5:                                         Inception    154         203
## 6:             The Lord of the Rings: The Two Towers    120         138
##    imdbRating
## 1:        9.0
## 2:        8.9
## 3:        8.9
## 4:        8.8
## 5:        8.8
## 6:        8.7

• 19 movies with 75+ awards and 120+ nominations

##                                                Title Awards Nominations
## 1:                                   The Dark Knight    153         153
## 2:     The Lord of the Rings: The Return of the King    208         122
## 3: The Lord of the Rings: The Fellowship of the Ring    117         124
## 4:                                         Inception    154         203
## 5:             The Lord of the Rings: The Two Towers    120         138
## 6:                                      The Departed     96         134
##    imdbRating
## 1:        9.0
## 2:        8.9
## 3:        8.8
## 4:        8.8
## 5:        8.7
## 6:        8.5

• 9 movies with 75+ awards and 120- nominations

##                  Title Awards Nominations imdbRating
## 1:    Schindler's List     78          33        8.9
## 2: Saving Private Ryan     79          74        8.6
## 3:              WALL·E     91          90        8.4
## 4:     American Beauty    108          98        8.4
## 5:   L.A. Confidential     87          77        8.3
## 6:                  Up     76          82        8.3
## 7:          Inside Out     93         104        8.2
## 8:               Fargo     81          59        8.1
## 9:            The Help     80         116        8.1

• 6 movies with 75- awards and 120+ nominations

##                      Title Awards Nominations imdbRating
## 1:            Interstellar     42         142        8.6
## 2:        Django Unchained     58         151        8.4
## 3: The Wolf of Wall Street     38         170        8.2
## 4:               Gone Girl     64         177        8.1
## 5:      The Imitation Game     45         150        8.1
## 6:             The Martian     34         187        8.0

• Unique Genres: 24

• Unique Language: 44

##             x freq
## 3      Arabic    8
## 5   Cantonese    4
## 8     English  250
## 10     French   41
## 11     German   32
## 18    Italian   17
## 19   Japanese    6
## 21      Latin   13
## 31    Russian   12
## 35    Spanish   31
## 40 Vietnamese    4

• Unique Countries: 31

##            x freq
## 1  Australia    6
## 4     Canada    6
## 7     France   12
## 8    Germany   11
## 12   Ireland    4
## 13     Italy    4
## 27        UK   55
## 29       USA  233

##                    Year     Runtime   Metascore imdbRating   imdbVotes
## Year         1.00000000  0.17938049 -0.34085225 0.04549597  0.53623097
## Runtime      0.17938049  1.00000000 -0.06702619 0.24776081  0.24974676
## Metascore   -0.34085225 -0.06702619  1.00000000 0.17211994 -0.09800265
## imdbRating   0.04549597  0.24776081  0.17211994 1.00000000  0.65668014
## imdbVotes    0.53623097  0.24974676 -0.09800265 0.65668014  1.00000000
## BoxOffice    0.33354876  0.16853031  0.07890235 0.12349854  0.38711525
## Awards       0.47198940  0.19118929  0.30717283 0.19979238  0.44580066
## Nominations  0.61632678  0.18631483  0.11100696 0.08192601  0.47425298
##              BoxOffice    Awards Nominations
## Year        0.33354876 0.4719894  0.61632678
## Runtime     0.16853031 0.1911893  0.18631483
## Metascore   0.07890235 0.3071728  0.11100696
## imdbRating  0.12349854 0.1997924  0.08192601
## imdbVotes   0.38711525 0.4458007  0.47425298
## BoxOffice   1.00000000 0.1831188  0.20620724
## Awards      0.18311879 1.0000000  0.84812343
## Nominations 0.20620724 0.8481234  1.00000000